I have one of those oil heaters, they're still very hot to the touch and were not very good at heating up my room evenly, so I switched over to a ceramic heater with a fan that oscillates and has automatic and precise temperature control.
I prefer the ceramic heater, it never is hot to the touch and keeps the temperature in my bedroom more consistent.
This is something similar on amazon. https://www.amazon.com/Lasko-CT16450-Oscillating-Thermostat-Protection/dp/B08KSJZW4T